AI Fundamentals: Privacy, Hallucinations, Agents, and Open Source Explained

Welcome to the first Q&A! Here, we address key questions about AI, including how data is managed by AI tools, the distinction between open-source models and proprietary models, foundation models, the benefits of fine-tuning models for specific tasks, and and mixture of experts models. We also address misconceptions about AI's ability to browse the web and explain the concept of AI hallucinations and discuss the environmental impact of AI compute. We conclude with insights on emergent behavior in AI models and their ability to generate novel outputs, countering the notion that AI simply regurgitates existing data. NOTE: When I talk about the company that runs open source models and doesn't store your prompts, I am talking about *Groq*, not *Grok*. Groq builds compute for rapid inference, and Grok is a LLM built by xAI. https://groq.com/ 00:00 Welcome 00:34 Meet Harper - AI Expert with a Decade of Experience 01:58 Understanding AI Data Privacy 03:12 Open Source Models and Their Benefits 04:16 Challenges of Running AI Models Locally 06:30 Foundation Models Explained 07:37 Cost-Saving with Specialized AI Models 12:00 Mixture of Experts Models 18:54 Understanding Context Length in AI Models 20:29 AI's Limitations: Browsing the Internet 22:10 Model Hallucinations Explained 27:18 How AI Processes Your Questions 30:12 AI's Environmental Impact and Efficiency 32:36 Emergent Behavior in AI Models 38:15 Conclusion Sign up for my weekly newsletter! AI News + crucial updates + COMING SOON Full AI Course: https://harpercarrollai.com www.instagram.com/harpercarrollai www.youtube.com/@HarperCarrollAI www.tiktok.com/@harpercarrollai www.patreon.com/harpercarrollai www.x.com/harpercarrollai For business inquiries only: [email protected] 10 Days of AI Basics Long-Form Series: https://www.youtube.com/watch?v=Ie7qxG9os1U&list=PL-ocKywdn6lE9l4LIPL4gMY4nNRfjEswG DATA episode: https://www.youtube.com/watch?v=WlB_lFcex40&list=PL-ocKywdn6lE9l4LIPL4gMY4nNRfjEswG&index=2 Transformers Video: https://www.youtube.com/shorts/TbBw_UjFnww #Tech #ArtificialIntelligence #Podcast